{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "编写Python代码，同时实现预测结果与真实数据的对比图，以及计算累计误差，从而全面地评估预测效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation on test data: accuracy = 77.78% \n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "# 以下 font.family 设置仅适用于 Mac系统，其它系统请使用对应字体名称\n",
    "matplotlib.rcParams['font.family'] = 'Arial Unicode MS'\n",
    "import numpy as np\n",
    "\n",
    "with open('data/Y_test.pkl', 'rb') as f:\n",
    "    Y_test = pickle.load(f)\n",
    "\n",
    "with open('data/t0_ptp.pkl', 'rb') as f:\n",
    "    t0_ptp = pickle.load(f)\n",
    "\n",
    "with open('data/t0_min.pkl', 'rb') as f:\n",
    "    t0_min = pickle.load(f)\n",
    "    \n",
    "with open('data/preddf.pkl', 'rb') as f:\n",
    "    preddf = pickle.load(f)\n",
    "\n",
    "    \n",
    "realdf = Y_test*t0_ptp[0:96]+t0_min[0:96]\n",
    "base = 0\n",
    "error = 0\n",
    "plt.figure(figsize=(20, 10))\n",
    "for index in range(0, 30):\n",
    "    real_array = realdf[index][0:96]\n",
    "    pred_array = preddf[index][0:96]\n",
    "    pred_array[np.where(pred_array < 0)] = 0\n",
    "    plt.subplot(5, 7, index + 1)\n",
    "    plt.plot(range(96), real_array, '-', label=\"real\",c='black')\n",
    "    plt.plot(range(96), pred_array, '--', label=\"pred\",c='gray')\n",
    "    plt.ylim(0, 250)\n",
    "    base = base + np.sum(real_array)\n",
    "    error = error + np.sum(np.abs(real_array-pred_array))\n",
    "plt.show()\n",
    "v = 100*(1-error/base)\n",
    "print(\"Evaluation on test data: accuracy = %0.2f%% \\n\" % v)\n",
    "# Evaluation on test data: accuracy = 74.95% "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
